Active Fairness Auditing

16 June 2022

Papers citing "Active Fairness Auditing"

16 / 16 papers shown

Title
Sublinear Algorithms for Wasserstein and Total Variation Distances: Applications to Fairness and Privacy Auditing Debabrota Basu Debarshi Chanda 41 0 0 10 Mar 2025
ExpProof : Operationalizing Explanations for Confidential Models with ZKPs Chhavi Yadav Evan Monroe Laufer Dan Boneh Kamalika Chaudhuri 75 0 0 06 Feb 2025
Active Fourier Auditor for Estimating Distributional Properties of ML Models Ayoub Ajarra Bishwamittra Ghosh Debabrota Basu MLAU 38 0 0 10 Oct 2024
A Comprehensive Survey and Classification of Evaluation Criteria for Trustworthy Artificial Intelligence Louise McCormack Malika Bendechache XAI 24 0 0 10 Oct 2024
Benchmarking Graph Conformal Prediction: Empirical Analysis, Scalability, and Theoretical Insights Pranav Maneriker Aditya T. Vadlamani Anutam Srinivasan Yuntian He Ali Payani Srinivasan Parthasarathy 16 0 0 26 Sep 2024
A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition Faisal Hamman Sanghamitra Dutta 34 2 0 07 Jun 2024
Fairness Auditing with Multi-Agent Collaboration M. Vos Akash Dhasade Jade Garcia Bourrée Anne-Marie Kermarrec Erwan Le Merrer Benoit Rottembourg Gilles Tredan MLAU 13 1 0 13 Feb 2024
A Brief Tutorial on Sample Size Calculations for Fairness Audits Harvineet Singh Fan Xia Mi-Ok Kim Romain Pirracchio R. Chunara Jean Feng 10 0 0 07 Dec 2023
Toward Operationalizing Pipeline-aware ML Fairness: A Research Agenda for Developing Practical Guidelines and Tools Maximilian Schambach Rakshit Naidu Rayid Ghani Kit T. Rodolfa Daniel E. Ho Hoda Heidari FaML 30 13 0 29 Sep 2023
Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition Faisal Hamman Sanghamitra Dutta FedML 22 11 0 21 Jul 2023
On the relevance of APIs facing fairwashed audits Jade Garcia Bourrée Erwan Le Merrer Gilles Tredan Benoit Rottembourg MLAU 10 0 0 23 May 2023
Statistical Inference for Fairness Auditing John J. Cherian Emmanuel J. Candès MLAU 17 7 0 05 May 2023
Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences between Pretrained Generative Models Matthew Lyle Olson Shusen Liu Rushil Anirudh Jayaraman J. Thiagarajan P. Bremer Weng-Keen Wong 15 5 0 19 Mar 2023
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity Faisal Hamman Jiahao Chen Sanghamitra Dutta 17 9 0 03 Nov 2022
XAudit : A Theoretical Look at Auditing with Explanations Chhavi Yadav Michal Moshkovitz Kamalika Chaudhuri XAI FAtt MLAU 11 3 0 09 Jun 2022
Estimating Learnability in the Sublinear Data Regime Weihao Kong Gregory Valiant 22 29 0 04 May 2018